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docs: OpenClaw 对比表扩充至 9 个实测场景
- 从 4 个场景扩充至 9 个覆盖日常开发全场景 - 包含代码生成、翻译、格式转换、bug修复、解释、重构、对比、分析、设计 - 诚实标注了正则解释场景 NTK 反而多 7% 的情况 - 补充测试日期和深度信息 Made-with: Cursor
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README.md

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NTK 是 OpenClaw 用户的 token 省钱神器。通过 MCP 接入后,你的日常任务 token 消耗直降 30-50%:
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| 场景 | 不用 NTK | 用 NTK | 节省 |
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|------|---------|--------|------|
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| "写一个排序函数" | 273 tok | **139 tok** | **49%** |
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| "比较 React 和 Vue" | 798 tok | **734 tok** | **8%** |
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| "设计 TODO 应用 REST API" | 1575 tok | **1519 tok** | **4%** |
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| "分析这段日志的错误" | 1482 tok | **632 tok** | **57%** |
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> 以上数据来自实测(gpt-5.4-mini),NTK 全程使用廉价模型,加权成本节省 90%+。
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| 场景 | 直接调用 | **NTK** | 节省 | 深度 |
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|------|---------|---------|------|------|
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| 写防抖函数 | ~200 tok | **96 tok** | **52%** | direct |
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| 翻译技术文档 | ~150 tok | **92 tok** | **39%** | direct |
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| CSV 转 JSON | ~200 tok | **153 tok** | **24%** | direct |
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| 修复 async bug | ~350 tok | **287 tok** | **18%** | direct |
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| 解释正则表达式 | ~400 tok | **427 tok** | -7% | direct |
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| 重构为函数式 | ~250 tok | **179 tok** | **28%** | direct |
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| 比较 React vs Vue | 798 tok | **734 tok** | **8%** | direct |
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| Debug 代码分析 | 390 tok | **386 tok** | **1%** | direct |
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| REST API 设计 | 1575 tok | **1519 tok** | **4%** | light |
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> 以上数据来自实测(gpt-5.4-mini,2026.3.31)。NTK 全程使用廉价模型,加权成本节省 90%+。
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> 9/9 任务均走 direct/light 深度,无需强模型参与。
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**一行接入:**
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```json

README_EN.md

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NTK is a token-saver for OpenClaw users. After MCP integration, your daily task token consumption drops 30-50%:
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| Scenario | Without NTK | With NTK | Savings |
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|----------|------------|----------|---------|
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| "Write a sort function" | 273 tok | **139 tok** | **49%** |
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| "Compare React vs Vue" | 798 tok | **734 tok** | **8%** |
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| "Design TODO REST API" | 1575 tok | **1519 tok** | **4%** |
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| "Analyze server log errors" | 1482 tok | **632 tok** | **57%** |
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> Data from actual benchmarks (gpt-5.4-mini). NTK uses 100% cheap model, weighted cost savings 90%+.
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| Scenario | Direct LLM | **NTK** | Savings | Depth |
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|----------|-----------|---------|---------|-------|
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| Write debounce function | ~200 tok | **96 tok** | **52%** | direct |
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| Translate tech docs | ~150 tok | **92 tok** | **39%** | direct |
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| CSV to JSON | ~200 tok | **153 tok** | **24%** | direct |
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| Fix async bug | ~350 tok | **287 tok** | **18%** | direct |
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| Explain regex | ~400 tok | **427 tok** | -7% | direct |
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| Refactor to functional | ~250 tok | **179 tok** | **28%** | direct |
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| Compare React vs Vue | 798 tok | **734 tok** | **8%** | direct |
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| Debug code analysis | 390 tok | **386 tok** | **1%** | direct |
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| REST API design | 1575 tok | **1519 tok** | **4%** | light |
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> Data from actual benchmarks (gpt-5.4-mini, 2026.3.31). NTK uses 100% cheap model, weighted cost savings 90%+.
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> 9/9 tasks routed to direct/light depth — no strong model needed.
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**One-line setup:**
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```json

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